{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from ggplot import *\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pos</th>\n",
       "      <th>breeder</th>\n",
       "      <th>pigeon</th>\n",
       "      <th>name</th>\n",
       "      <th>color</th>\n",
       "      <th>sex</th>\n",
       "      <th>ent</th>\n",
       "      <th>arrival</th>\n",
       "      <th>speed</th>\n",
       "      <th>to_win</th>\n",
       "      <th>eligible</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Texas Outlaws</td>\n",
       "      <td>19633-AU15-FOYS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BCWF</td>\n",
       "      <td>H</td>\n",
       "      <td>1</td>\n",
       "      <td>42:14.0</td>\n",
       "      <td>172.155</td>\n",
       "      <td>0:00:00</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Junior Juanich</td>\n",
       "      <td>0402-AU15-JRL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SIWF</td>\n",
       "      <td>H</td>\n",
       "      <td>1</td>\n",
       "      <td>47:36.0</td>\n",
       "      <td>163.569</td>\n",
       "      <td>0:05:21</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Jerry Allensworth</td>\n",
       "      <td>0404-AU15-VITA</td>\n",
       "      <td>Perch Potato</td>\n",
       "      <td>BB</td>\n",
       "      <td>H</td>\n",
       "      <td>1</td>\n",
       "      <td>47:41.0</td>\n",
       "      <td>163.442</td>\n",
       "      <td>0:05:27</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Alias-Alias</td>\n",
       "      <td>2013-AU15-ALIA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BBSP</td>\n",
       "      <td>H</td>\n",
       "      <td>1</td>\n",
       "      <td>47:43.0</td>\n",
       "      <td>163.392</td>\n",
       "      <td>0:05:28</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Greg Glazier</td>\n",
       "      <td>5749-AU15-SLI</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BC</td>\n",
       "      <td>H</td>\n",
       "      <td>1</td>\n",
       "      <td>47:44.0</td>\n",
       "      <td>163.366</td>\n",
       "      <td>0:05:30</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pos            breeder           pigeon          name color sex  ent  \\\n",
       "0    1      Texas Outlaws  19633-AU15-FOYS           NaN  BCWF   H    1   \n",
       "1    2     Junior Juanich    0402-AU15-JRL           NaN  SIWF   H    1   \n",
       "2    3  Jerry Allensworth   0404-AU15-VITA  Perch Potato    BB   H    1   \n",
       "3    4        Alias-Alias   2013-AU15-ALIA           NaN  BBSP   H    1   \n",
       "4    5       Greg Glazier    5749-AU15-SLI           NaN    BC   H    1   \n",
       "\n",
       "   arrival    speed   to_win eligible  \n",
       "0  42:14.0  172.155  0:00:00      Yes  \n",
       "1  47:36.0  163.569  0:05:21      Yes  \n",
       "2  47:41.0  163.442  0:05:27      Yes  \n",
       "3  47:43.0  163.392  0:05:28      Yes  \n",
       "4  47:44.0  163.366  0:05:30      Yes  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pigeons.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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b7bZdTVHhcNiWtZGZOXbOSyKzU9m2bZu+/vWv684779Rdd90VW31KZubYMS+J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\nuDvshJRYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104c96e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (270769573)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='pos', y='speed')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_abline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IiO69915NnDhRx48fL3EzZvH14FlZWd4r40U7osTExKhz584VHwIAoEyUbQC4wEofQlRU\nvotOAM3NzdW+ffvOeEpn8b3LJZ11PXjxHVEGDx6s9evX68SJE2rbtm0Fv2sAQFko2wDgZ2WV76io\nKG/5Ln1Kp/R/2xoahlGilJdeD158R5Tk5GSNHDlSubm52rx5M/uAA4AFULYBoIKVLt/FFRQU6Icf\nftC8efOUlpam6OhoGYZxxvXgxXdEGTp0aJl7gq9cuVIjR47U8ePH9eWXX3IjJgBUIMo2AFiIzWZT\nTEyMYmJiyvz10uvBi++Isn///jKvepdVwot2RPnf//6nPXv2ULoBwE8o2wAQQM50VbygoEA2m00/\n/PCDpJJXvc90I2ZWVpYWL16soUOHaufOnfJ4PLr55pstd8IdAAQy/kQFgErAZrPp5ptvVnBw8Gl7\nghuGcVoJL9oRZejQod5Dd2w2mzZv3lxhp10CQFXAn6IAUEkUndpZ+tTN/Pz800p40Y4opQ/dKX7a\n5bZt23TixAkdPXpUDRs21IkTJyjiAOAj/qQEgEqurIN5inZESU9P17Zt27z7fhcv3pmZmXrggQc0\nceJEuVyu046dLzr5Mjc3lxIOAGfAn4gAUAUVrf3Oz8+XJO+hO8VPu5Tk3e+7rGPnpVM3XBaV8Jyc\nHK1fv55tBgGgGMo2AFRhDodDbdu29R66U/y0S+n/9vsu69h5SSVK+K+//irp1OmWbrfbu81g0RXw\n4o+5Gg6gquBPNwCo4orvcFL8tEu73a65c+fq6NGjioqKOu3YeUklSnjx0y2lknt9l35c/Gr4V199\nxd7fACotyjYAwOuPDtwpfux80cmXRSW8+OmWUtlbDhY9Lroa/uOPP5bY+3vs2LH6/fff9d5773HV\nG0ClwJ9gAIByOdse35GRkUpPT/fugCLptCvgZV0Nl0ru/R0aGqrHH3/8tBsxDcOQ0+k847IUjqYH\nYFUBVbaXL1+u77//XtWrV9dDDz0kSd5DGY4fP66IiAj17dtXwcHBkqSNGzdq+/btstlsSkhIUNOm\nTc0cHwAqpaISXvx0y8LCwhJ7fZd+XHQ1XCq59/eZbsSUzr4spayj6Tdt2iSn08n6cACmCqg/ca6+\n+mrdcMMNWrp0qfe5TZs2qUmTJmrbtq02bdqkjRs3qnPnzjpy5Ih27dqlYcOGye12a/78+Ro5cqQM\nwzDxHQBA5XW2JSiSFBISoqysLEllHzufm5urnJycMm/ElM6+LKWso+ml/1sfPnbsWEnS5s2bT7tK\nXvprro4DuJACqmw3atRIv//+e4nnUlNTNWjQIElSy5YtNXfuXHXu3Fl79uxRbGys7Ha7IiMjFRUV\npYMHD6pBgwZmjA4AKKasYl5QUKDU1FSFhIScdiOmdPZlKWUdTV/0ddHylNTUVO/zxa+Gl/66+NXx\noh1VuHkTwLkKqLJdlszMTLlcLklSWFiYMjMzJUkej6dEsQ4LCyvxBzAAwFpsNptatGhR5o2YkhQU\nFHTGZSllHU0v/d/68LNdJS/9dfGr48Vv3hw+fLgyMzP1xRdfnHXdOGvIARQX8GW7tPIuE3G73crI\nyCjxnMvlsuRaPrvdLqfTafYYJdjtdh0+fNi7Pt5qrJhZ0WeLz1j5kZnvKktm11577Tn9Hnl5ed6j\n6aVTBf3aa69VVlbWGa+Sl/66rCUqZzrQ548eF+2wcuLECW3cuPGMpbz4Upaiq+jNmzdX69atLfc5\nqyyfsYpEZr6xYk7nI+DfjcvlUkZGhlwulzwej6pXry7p9CvZbrdb4eHh3q+3bt2qDRs2lPhZHTp0\nUMeOHStm8AD3/fff6+abb9bEiRM1YsQI2e12s0cKGJGRkWaPEHDIzHdVObNbb721xNd5eXn6/PPP\nz3iVvPTXxa+OF795s6wDff7oceklLGcq5cW/Liro6enpevPNN9WkSRMlJiYqNDTUL3mdq6r8GTtX\nZFY1BVzZLtoqqkhMTIx27Nihtm3baufOnYqJifE+v2TJErVu3Voej0fHjh1TdHS09/tatWrlfW0R\nl8ul9PR07/HFVlGtWjXl5OSYPUYJtWvX1r///W8NGjRICxYs0PTp09W8eXOzx/KyYmYOh8O7PRqf\nsfIhM9+RWdlatGhR5vNl5VX86njREpXc3Fzt27evXOvGiz8u2mHlj0p58a+Lb4E4ePBgbdmyRfn5\n+brlllsscWGDz5jvyMw3RXlVFkZh6fZqYR988IH279+vrKwsVa9eXR07dlTz5s21aNEiud1u1ahR\nQ3379lVISIikU1v/bdu2TXa7vdxb/6WlpZXYJ9YKit/BbxVOp1O1a9fWr7/+qrlz52rq1KkaNGiQ\nhg8frqCgILPHs3RmfMbKj8x8R2a+KW9eBQUF2rVrlzIzM1VQUOBdKy7prI8LCwuVk5Pzh8tNin/t\n8XgUERGh/Px8vf322xo+fLgiIyN1/PhxS9ygyWfMd2Tmm6K8KouAKtsVgf8jlE/pPzgOHTqkxx57\nTD///LOmTZt2zustL5RAyMxKrJiXRGbngsx84++8inZY+f33389ayiV513AX3wLR5XJ5l0fWqVPH\nezGp+Dpvu92uEydOKDMzU3Xq1NGJEyeUkZGhmjVren92UfZHjhxRkyZNlJGRIbfbraioKO8subm5\nJb7vTNshtmrVSvXq1eMz5gP+f+mbyla2A24ZCaypfv36mjNnjlasWKEhQ4aoV69eGj9+vOXWGAJA\nRSraYcUXxbdA3LZtm+rXr6/Dhw9r//79ZV4Nl6QHHnhAr7/+uo4dO+Z9/N1333lfd+mll2rgwIGa\nOHGi3G63Bg4cWOI1DRo0OO37St/oOXjwYG3YsEFZWVlKSko6r1yAqoSyjQvGMAwlJSWpXbt2+tvf\n/qb4+Hg999xzat++vdmjAUDAKL4FosPh0N69e8+6zls6daW79OPir/v555+Vl5cnj8fjfVx6/XhZ\nzxW/0fPJJ5/0XvH+6KOP1LJlS/+HAVQClG1ccDVr1tSMGTP06aefasyYMWrbtq3++te/KiIiwuzR\nACBg2Gw23XLLLZL+b6lJWVsWSqf+2r304+Kva9iwoZxOp8LCwryPS9/UWdZzRY8LCgo0ceJEeTwe\nhYWF6eDBg5RtoJxYs10K66nKp7zrzzIyMvTss8/qo48+0t///nd17969QuYL5MzMYMW8JDI7F2Tm\nGyvnJZ3KLDMzU7t27fIebV+0jlo6tc7b4XAoMzNTmZmZqlu3rjIyMpSZmamaNWsqNzdXklS9enVl\nZmYqLS1NTZs21fHjx+XxeBQVFaXc3Fzvmu3i31d8TblhGLrnnnu8V7bfe+89dejQwXKZWfEzJln7\nc2bFzFizDfjA5XLpySefVFJSksaMGaOlS5fqqaeeUt26dc0eDQACQllH21e0ZcuWeUti0c2SAMqH\nc2NRIa6//np9/PHHuuyyy9S5c2f985//PG3PdACANTVu3FiNGjXSE088obFjxyoqKqrEMhUAZ0bZ\nRoUJDg7WuHHjtHDhQr3zzjvq16+f9u/fb/ZYAIA/cNVVV+n555/X22+/LZfLpS1btmjTpk0qKCgw\nezTA8ijbqHAtWrTQihUrFBcXpx49eui1117jCgkAWJjNZlNaWpp3V5Lnn39e/fv3186dO80eDbA8\nyjZM4XA4NHToUK1cuVIpKSnq1auXdu/ebfZYAIAzaNy4sTIyMkqs3f7pp59MngqwPso2TNW4cWMt\nWrRIAwYMUL9+/fT8888rJyfH7LEAAKVcddVVuv766727lDidTjVu3NjcoYAAQNmG6QzDUP/+/fXJ\nJ58oNTVVXbt21VdffWX2WACAYmw2m2666SYtX75cr7/+upYvX66rrrrK7LEAy2PrP1hGvXr19Oab\nbyo5OVkPPPCAunfvrgkTJqh69epmjwYA0KnCfd1116lbt26W3DMasCKubMNSDMNQjx49lJKSooyM\nDMXFxWn9+vVmjwUAAHBOKNuwpMjISE2fPl1Tp07VhAkTNGrUKB07dszssQAAAHxC2YaldejQQSkp\nKapRo4bi4+O1YsUKDsMBAAABg7INy6tevbqmTJmi2bNna/r06Ro8eLAOHz5s9lgAAAB/iLKNgHHd\ndddp9erVio2NVZcuXbRgwQJOLwMAAJZG2UZAqVatmh555BEtXrxYCxcu1O23364ff/zR7LEAAADK\nRNlGQGrevLmWL1+uLl26qGfPnnr11VeVn59v9lgAAAAlULYRsOx2u+6//34lJydr/fr16tmzp3bt\n2mX2WAAAAF6UbQS8Ro0aaeHChRo4cKDuvPNOPfvss8rOzjZ7LAAAABmF7KPmlZ2drezsbMttLWez\n2Sx3I6BhGAoKClJubq6l8vrf//6n8ePHKzU1Vf/4xz/UunVrs0fysmpmkjU/YxKZnQsy842V85LI\nzFdWzEsiM18ZhqGIiAizx7hgOK69mODgYHk8HssdPxsSEqKsrCyzxyjB6XQqIiJCmZmZlsqrRo0a\neu2117R27VoNHjxYCQkJevTRR+VyucwezbKZSdb8jElkdi7IzDdWzksiM19ZMS+JzHzldDrNHuGC\nYhkJKqWePXsqJSVF2dnZiouLU0pKitkjAQCAKoiyjUorIiJCL7zwgqZNm6aJEydqxIgRHPkOAAAq\nFGUblV779u2VkpKiWrVqKS4uTsuWLbPcmjkAAFA5UbZRJYSGhmry5MmaM2eOXn75ZQ0cOFCHDh0y\neywAAFDJUbZRpVxzzTVatWqVrr76anXt2lXz58+33F3YAACg8qBso8oJCgrS6NGj9cEHH2jx4sXq\n27ev9u3bZ/ZYAACgEqJso8qKiYnRsmXLlJiYqKSkJM2cOZMj3wEAwAVF2UaVZrfbNWTIEK1atUqb\nN29W9+7d9e2335o9FgAAqCQo24Ckiy++WO+++66GDBmiAQMG6JlnnrHcJv8AACDwULaB/88wDN1+\n++1au3at9u/fry5duujLL780eywAABDAKNtAKbVr19brr7+uxx9/XA899JAeffRReTwes8cCAAAB\niLINnEFCQoLWrVunkydPKi4uTmvXrjV7JAAAEGAo28BZ1KhRQ1OnTtVLL72kyZMna9iwYTp69KjZ\nYwEAgABB2QbKoU2bNlq7dq3q1aun+Ph4LVmyhCPfAQDAH6JsA+UUEhKiSZMmad68eZo1a5buuece\nHTx40OyxAACAhVG2AR+1bNlSq1at0nXXXaeEhATNnTuXI98BAECZKNvAOXA6nRo1apSWLFmipUuX\nqk+fPtq7d6/ZYwEAAIuhbAPnoVmzZlq6dKl69eql3r17a8aMGcrLyzN7LAAAYBGVvmz/8MMPevnl\nlzVjxgxt2rTJ7HFQCdlsNg0aNEirVq3Sli1blJiYqK+//trssQAAgAVU6rJdUFCgjz76SHfffbeG\nDRumb775RmlpaWaPhUqqQYMGeueddzR06FDdfffdeuqppzjyHQCAKq5Sl+2DBw8qKipKERERstvt\nio2N1Z49e8weC5WYYRjq06ePUlJSdPDgQXXq1Emff/652WMBAACTVOqy7fF4FB4e7v06PDxcbrfb\nxIlQVdSqVUuzZs3S5MmTNXLkSI0bN47PHgAAVZDD7AHM4na7lZGRUeI5l8slh8N6kdjtdjmdTrPH\nKKEoJyvmJVkns+7du6tdu3aaMmWK2rdvr1dffVXt2rUze6zTWCWv0qz8OSMz31kxMyvnJZGZr6yY\nl0RmvrJiTuejcr2bUsLCwnT8+HHv126323ule+vWrdqwYUOJ13fo0EEdO3as0BkDXWRkpNkjWF7t\n2rU1b948bdiwQffdd5+uvfZazZgxQ3Xq1DF7tIDB58x3ZOYb8vIdmfmOzKqmSl22o6OjdezYMf3+\n++9yuVz69ttvddttt0mSWrVqpZiYmBKvd7lcSk9PV35+vhnjnlG1atWUk5Nj9hglOBwORUZGWjIv\nyZqZXXXVVdq5c6ceffRRXXHFFfrb3/6mvn37yjAMs0ezZF6StT9nZOY7K2Zm5bwkMvOVFfOSyMxX\nRXlVFpW6bNtsNiUmJuqdd95RYWGhrrnmGtWuXVvSqfXbxddzF0lLS7PcPskOh8NyMxXJz8+35GxW\nzSwkJESPP/64unXrpkceeUQffPCBnnvuOTVo0MDUuayaVxErfs7IzHdWzsyKeUlk5isr5yWRWVVV\nqcu2dOrAMD67AAAgAElEQVTQkWbNmpk9BlDClVdeqeTkZL322mvq1q2bRo8erYEDB8pmq9T3LAMA\nUOXwT3bAJE6nUyNGjNDSpUv14Ycfqnfv3vrhhx/MHgsAAFxAlG3AZE2bNtW//vUv/elPf9Kf/vQn\nvfTSS8rNzTV7LAAAcAFQtgELsNlsuvfee7V69Wpt27ZNiYmJ2rFjh9ljAQCA80TZBiwkOjpa8+bN\n07BhwzRw4EBNmTKFI98BAAhglG3AYgzDUO/evZWSkqIjR46oU6dO2rRpk9ljAQCAc0DZBiwqKipK\nr7zyip544gmNHj1aY8eOLXFIEwAAsD7KNmBxnTp10rp16+R0OhUXF6fVq1ebPRIAACgnyjYQAMLC\nwvT0009r1qxZeuqpp3T//ffryJEjZo8FAAD+AGUbCCA33nij1qxZo0suuUSdO3fW+++/r8LCQrPH\nAgAAZ0DZBgJMcHCwHn30Ub377ruaM2eO+vfvr19++cXssQAAQBko20CAio2N1cqVK9WuXTt169ZN\nb775pk6ePGn2WAAAoBjKNhDAHA6HHnroIa1YsUKrV69WUlKS9uzZY/ZYAADg/6NsA5VAkyZNtGjR\nIvXr10+33XabXnzxRY58BwDAAijbQCVhs9l099136+OPP9bXX3+thIQEbdu2zeyxAACo0ijbQCVT\nv359zZkzR6NGjdKQIUM0efJknThxwuyxAACokijbQCVkGIaSkpKUkpKi9PR0xcfH67PPPjN7LAAA\nqhzKNlCJ1axZUzNmzNDTTz+tMWPG6OGHH9bvv/9u9lgAAFQZlG2gCujYsaPWrVun0NBQxcXFKTk5\n2eyRAACoEijbQBXhcrn05JNP6vXXX9fUqVP15z//Wb/++qvZYwEAUKlRtoEq5vrrr9fHH3+syy67\nTJ07d9Y///lPjnwHAMBPKNtAFRQcHKxx48Zp4cKFeuedd9S7d2/t37/f7LEAAKh0jEIuaXllZ2cr\nOzvbclf5bDabCgoKzB6jBMMwFBQUpNzcXMvlJZGZL/Lz8/X6669r+vTp+stf/qIHH3xQdrvd7LEk\nWTczyZqfMYnMfGXlvCQy85UV85LIzFeGYSgiIsLsMS4YynYpaWlpysvLM3uMEkJCQpSVlWX2GCU4\nnU7Vrl3bknlJZOarkJAQ7d69W2PHjtWJEyc0bdo0XX755WaPZfnMrPYZk8jMV1bOSyIzX1kxL4nM\nfFWUV2XBMhIAkqTGjRtr0aJFGjBggPr166fnn39eOTk5Zo8FAEBAo2wD8DIMQ/3799cnn3yi1NRU\nde3aVV999ZXZYwEAELAo2wBOU69ePb355psaM2aMHnjgAU2aNEmZmZlmjwUAQMChbAMok2EY6tGj\nh1JSUpSRkaG4uDitX7/e7LEAAAgolG0AZxUZGanp06dr6tSpmjBhgkaNGqVjx46ZPRYAAAGBsg2g\nXDp06KCUlBTVqFFD8fHxWrFiheW2sAIAwGoo2wDKrXr16poyZYpmz56t6dOna/DgwTp8+LDZYwEA\nYFmUbQA+u+6667R69WrFxsaqS5cuWrBggeUORQAAwAoo2wDOSbVq1fTII49o8eLFWrhwoW6//Xb9\n+OOPZo8FAIClULYBnJfmzZtr+fLl6tKli3r27KlXX31V+fn5Zo8FAIAlULYBnDe73a77779fycnJ\nWr9+vXr27Kldu3aZPRYAAKajbAO4YBo1aqSFCxdq4MCBuvPOO/Xss88qOzvb7LEAADANZRvABWUY\nhvr166c1a9Zo37596tKli7Zs2WL2WAAAmIKyDcAv6tatq9mzZ2vChAl68MEH9fjjjysjI8PssQAA\nqFCUbQB+lZiYqJSUFGVnZysuLk4pKSlmjwQAQIWhbAPwu4iICL3wwguaNm2aJk6cqBEjRnDkOwCg\nSqBsA6gw7du3V0pKimrVqqW4uDgtW7aMI98BAJUaZRtAhQoNDdXkyZM1Z84cvfzyyxo4cKAOHTpk\n9lgAAPiFw+wBymPXrl1av369fvvtN913332qX7++99c2btyo7du3y2azKSEhQU2bNpUkHTp0SMuW\nLVN+fr6aNWumbt26mTU+gDJcc801WrVqlWbOnKmuXbtq7Nixuuuuu2SzcQ0AAFB5BMQ/1erWras7\n7rhDjRo1KvF8Wlqadu3apWHDhmnAgAFKTk72/pV0cnKykpKSNHLkSB09elR79+41Y3QAZxEUFKTR\no0frgw8+0OLFi9W3b1/t27fP7LEAALhgAqJs16pVS1FRUac9n5qaqtjYWNntdkVGRioqKkoHDx6U\nx+NRTk6OoqOjJUktW7ZUampqRY8NoJxiYmK0bNkyJSYmKikpSa+88ory8vLMHgsAgPMWEGX7TDwe\nj8LDw71fh4WFye12n/Z8eHi43G63GSMCKCe73a4hQ4Zo1apV+vzzz9WjRw998803Zo8FAMB5scya\n7fnz55d54EV8fLxiYmIu+O/ndrtP+/1cLpccDstE4mW32+V0Os0eo4SinKyYl0RmvrJSXk2aNNGi\nRYv0/vvv64477tCQIUM0YsQIy8xXxEqZFcfnzDdWzksiM19ZMS+JzHxlxZzOh2XezT333OPz9xRd\nyS7idrsVHh5+xueL27p1qzZs2FDiuQ4dOqhjx44+z1GVRUZGmj1CwCGz8hkxYoRuv/12jRgxQrfc\ncovefPNNtW/f3uyxAgafM9+Ql+/IzHdkVjVZpmyfi5iYGC1ZskStW7eWx+PRsWPHFB0dLcMwVK1a\nNR04cEDR0dHauXOnbrzxxhLf26pVq9OumLtcLqWnpys/P78i38YfqlatmnJycsweowSHw6HIyEhL\n5iWRma+smJd06gbKRYsWacGCBbrjjjvUpUsX/fWvf1VYWJjZo1k2Mz5nvrFyXhKZ+cqKeUlk5qui\nvCqLgCjbu3fv1qpVq3TixAm99957qlevnu666y7VqVNHV1xxhWbOnCm73a7u3bvLMAxJUvfu3Uts\n/desWbMSPzM8PPy0q93SqR1OrHZjlsPhsNxMRfLz8y05G5n5xsp5SVLXrl3VqlUrPfXUU2rXrp2e\nfvppde7c2dSZrJ4ZnzPfWDEvicx8ZeW8JDKrqgKibF9++eW6/PLLy/y1du3aqV27dqc9X79+fT30\n0EP+Hg1ABalRo4amTp2qzZs3a9y4cVq2bJmmTJlS5k5FAABYRUDvRgKg6mnTpo3Wrl2revXqKT4+\nXkuWLOHIdwCAZVG2AQSckJAQTZo0SfPmzdOsWbN0zz336ODBg2aPBQDAaSjbAAJWy5YttWrVKl13\n3XVKSEjQ3LlzVVBQYPZYAAB4UbYBBDSn06lRo0ZpyZIlWrp0qfr06aO9e/eaPRYAAJIo2wAqiWbN\nmmnp0qXq1auXbr31Vs2YMYM77AEApqNsA6g0bDabBg0apNWrV2vLli1KTEzU119/bfZYAIAqjLIN\noNJp0KCB3nnnHQ0dOlR33323nnzySWVlZZk9FgCgCqJsA6iUDMNQnz59lJKSokOHDqlTp076/PPP\nzR4LAFDFULYBVGq1atXSrFmzNHnyZI0cOVLjxo2T2+02eywAQBVB2QZQJXTp0kXr1q2TYRjq2LGj\nPvnkE7NHAgBUAZRtAFVGeHi4nnvuOb3yyit64oknNHToUKWlpZk9FgCgEqNsA6hybrrpJq1du1YN\nGzZUp06dtHjxYo58BwD4BWUbQJUUEhKixx57TAsWLNDs2bN111136cCBA2aPBQCoZCjbAKq0K6+8\nUsnJyWrdurUSEhL09ttv6+TJk2aPBQCoJCjbAKo8p9OpESNGaNmyZfrwww/Vu3dvff/992aPBQCo\nBCjbAPD/NW3aVP/617/Up08f9enTR9OnT1dubq7ZYwEAAhhlGwCKsdlsuvfee7V69Wpt375diYmJ\n2rFjh9ljAQACFGUbAMoQHR2tefPmadiwYRo4cKCmTJnCke8AAJ9RtgHgDAzDUO/evZWSkqIjR44o\nPj5emzZtMnssAEAAoWwDwB+IiorSK6+8oilTpmj06NEaM2aMjh8/bvZYAIAAYBSe5SSHdevWleuH\nxMXFXbCBzJSdna3s7GzLHW5hs9lUUFBg9hglGIahoKAg5ebmWi4vicx8ZcW8JGtm5na79fe//10f\nffSRnnvuOfXo0cPskUqwYmZFrPg5s3JeEpn5yop5SWTmK8MwFBERYfYYF8xZy/Yll1xS4uuDBw/K\nMAxFRUXp6NGjKiwsVIMGDfTf//7X74NWlLS0NOXl5Zk9RgkhISGWWyvqdDpVu3ZtS+YlkZmvrJiX\nZO3MduzYoREjRujyyy/Xk08+qTp16pg9kiRrZ2bFz5mV85LIzFdWzEsiM18V5VVZnHUZyY8//uj9\nz3333acRI0YoPT1dhw4dUnp6ukaOHKn77ruvomYFAMu46aabtGbNGl1yySXq1KmT3n//fctdsQIA\nmK/ca7anT5+uZ599VqGhoZKk0NBQPfPMM3rxxRf9NhwAWFlwcLAeffRRvffee5ozZ4769++vn3/+\n2eyxAAAWUu6yXb16dW3ZsqXEc1999ZW3fANAVRUbG6uVK1eqXbt2SkxM1OzZsznyHQAgSXKU94V/\n//vflZCQoJ49e+riiy/WL7/8opUrV2rmzJn+nA8AAoLD4dBDDz2khIQEjRs3TsuXL9cLL7ygmJgY\ns0cDAJio3Fe27777bn355Ze6/PLL5Xa71bx5c33xxRe6++67/TkfAASUJk2aaNGiRerXr59uu+02\nvfjiixz5DgBVWLmvbEtSixYt1Lx5c/3666+66KKL/DUTAAQ0m82mu+++W/Hx8XrssceUkJCgadOm\n6dprrzV7NABABSv3le3ff/9d/fv3V3BwsJo2bSpJWrFihSZOnOi34QAgkNWvX19z5szRqFGjNGTI\nEE2ePFknTpwweywAQAUqd9keOnSoatSooZ9++klBQUGSTm199f777/ttOAAIdIZhKCkpSSkpKUpP\nT1d8fLw+++wzs8cCAFSQci8jSUlJ0aFDh+R0OmUYhiSpdu3aOnLkiN+GA4DKombNmpoxY4Y+/fRT\njR07Vm3atNFf//rXSnVKGgDgdOW+sl2jRg399ttvJZ77+eefWbsNAD7o2LGjUlJSFBoaqvj4eCUn\nJ5s9EgDAj8pdtv/85z+rT58++vTTT1VQUKB///vfuvfeezV06FB/zgcAlY7L5dKTTz6p1157TVOn\nTtV9992nX3/91eyxAAB+UO6yPX78ePXr10/Dhg1TXl6eBg8erKSkJI0aNcqf8wFApXX99dfr448/\nVrNmzdS5c2ctXLiQI98BoJIpd9k2DEOjRo3Sd999p8zMTO3evVt/+ctfvOu3AQC+Cw4O1rhx47Rw\n4ULNnz9fd9xxh3766SezxwIAXCDlLtuStGbNGg0ZMkQ9e/aUJP3nP//RunXr/DIYAFQlLVq00IoV\nK9SxY0d1795dr7/+Oke+A0AlUO6y/fLLL+vBBx9Us2bNvNtWhYSEsM82AFwgDodDQ4cO1cqVK7V2\n7VolJSVp9+7dZo8FADgP5S7bL730ktauXasJEybIZjv1bc2bN9eePXv8NhwAVEWNGzfWokWL1L9/\nf/Xr10/Tpk1TTk6O2WMBAM5Bucu2x+PRxRdfLEneddp5eXneA24AABeOYRjq37+/PvnkE+3evVtd\nu3bVf/7zH7PHAgD4qNxlu3379nr22WdLPDdjxgx17Njxgg8FADilXr16evPNNzVmzBjdf//9+utf\n/6rMzEyzxwIAlFO5T5B8+eWX1bNnT82ePVsej0cxMTEKCwvTypUr/TmfJOmTTz7R999/L7vdrpo1\nayopKUnBwcGSpI0bN2r79u2y2WxKSEhQ06ZNJUmHDh3SsmXLlJ+fr2bNmqlbt25+nxMA/MEwDPXo\n0UNt2rTRlClTFB8fr+eee04dOnQwezQAwB8od9m+6KKL9NVXX+mrr77STz/9pIsvvlg33HCDd/22\nP1166aXq1KmTbDab1qxZo02bNqlTp046cuSIdu3apWHDhsntdmv+/PkaOXKkDMNQcnKykpKSFB0d\nrQULFmjv3r3eIg4AgSgyMlLTp0/Xhg0bNH78eLVu3VqTJ09WZGSk2aMBAM7Ap6ZcUFCgvLw8SdLJ\nkycr7PCFSy+91FvqGzRoILfbLUnas2ePYmNjZbfbFRkZqaioKB08eFAej0c5OTmKjo6WJLVs2VKp\nqakVMisA+FuHDh2UkpKi8PBwxcfH68MPP+QwHACwqHJf2f7666916623ekvsgQMHFBwcrKVLl6pl\ny5b+nLGE7du368orr5R06qbNBg0aeH8tLCxMbrdbNptN4eHh3ufDw8O9BR0AKoPq1atrypQp6tWr\nl8aOHaulS5fq6aef9t7IDgCwhnKX7cGDB2vYsGF6+OGHZRiGCgsLNX36dA0ePFhbt24970Hmz5+v\njIyM056Pj49XTEyMJOmzzz6T3W73lu3z4Xa7T/v9XC6XHI5yR1Jh7Ha7nE6n2WOUUJSTFfOSyMxX\nVsxLIrPyuOmmm5SSkqJ//OMf6tKliyZOnKhRo0aRWTlZ+TMmkZmvrJiXRGa+smJO58MoLOffPYaH\nhys9PV12u9373MmTJxUZGVkhV423b9+ubdu26d577/X+j7Bx40YZhqG2bdtKkt555x117NhRNWrU\n0Lx58zR8+HBJ0jfffKOffvpJPXr08P68Tz/9VBs2bCjxe3To0IHdVQAErG+//VZDhgxR9erV9cYb\nb3CfCgBYQLn/1SExMVErVqxQ7969vc99+OGH6t69u18GK+6HH37Q559/rkGDBpX4t52YmBgtWbJE\nrVu3lsfj0bFjxxQdHS3DMFStWjUdOHBA0dHR2rlzp2688cYSP7NVq1beK+ZFXC6X0tPTlZ+f7/f3\n5Itq1apZ7kALh8OhyMhIS+YlkZmvrJiXRGa+qlu3rpKTk/XOO+/oxhtv1IgRI/TAAw9Y5iqRFTOz\n8mdMIjNfWTEvicx8VZRXZVHuP4FPnjypO+64Q61atdLFF1+sX375RVu3blVSUpLuuece7+vmz59/\nwYdctWqVTp486f3ZDRo0UI8ePVSnTh1dccUVmjlzpux2u7p37+49cKd79+4ltv5r1qxZiZ8ZHh5e\nYl13kbS0NO9NoFbhcDgsN1OR/Px8S85GZr6xcl4SmfnC6XRq9OjRatu2rR5++GEtXbpU06ZN0xVX\nXGH2aJbNTLLmZ0wiM19ZOS+JzKqqcpft2NhYxcbGer9u0aKFunbt6pehShs5cuQZf61du3Zq167d\nac/Xr19fDz30kD/HAgDLaty4sRYuXKhFixbpzjvv1IABAzRq1CjvGQUAgIpR7rLdvn17NW7cWJdc\ncokOHz6s8ePHy26365lnnlG9evX8OSMA4BwYhqF+/frplltu0cSJE9W1a1dNmzZN119/vdmjAUCV\nUe59th966CHvzZGPPPKI8vPzZbPZdP/99/ttOADA+atbt65mz56t8ePHa+jQoZo4cWKZuz8BAC68\ncpftgwcPqmHDhsrPz9fq1av1xhtv6NVXX9Xnn3/uz/kAABdIYmKiUlJSlJWVpbi4OK1bt87skQCg\n0iv3MpLw8HD9+uuv+vbbb3XFFVfI5XIpNzeXRfUAEEAiIiL0wgsv6LPPPtP48eN13XXX6YknnlDN\nmjXNHg0AKqVyX9keMWKErr/+eg0YMEDDhg2TJG3evFnNmzf323AAAP9o3769UlJSVKtWLcXHx2v5\n8uUc+Q4AflDuK9vjx49X7969Zbfbdemll0qSoqOj9eabb/ptOACA/4SGhmry5Mnq1auXxowZoyVL\nluiZZ55R/fr1zR4NACqNcl/ZlqTLLrvMW7SLvr4QR6cDAMxzzTXXaNWqVbr66qvVtWtXzZ8/XwUF\nBWaPBQCVgk9lGwBQOQUFBWn06NH64IMPtHjxYvXt21f79u0zeywACHiUbQCAV0xMjJYtW6bExEQl\nJSVp5syZljteGgACCWUbAFCC3W7XkCFDtGrVKm3evFndu3fXt99+a/ZYABCQKNsAgDJdfPHFevfd\ndzVkyBANGDBAzzzzjLKyssweCwACCmUbAHBGhmHo9ttv19q1a7V//3517txZX3zxhdljAUDAoGwD\nAP5Q7dq19frrr2vixIkaNmyYJkyYII/HY/ZYAGB5lG0AQLklJCRo3bp1KigoUFxcnNasWWP2SABg\naZRtAIBPatSooalTp+qll17S3/72Nw0bNkxHjx41eywAsCTKNgDgnLRp00Zr165VvXr1FB8fryVL\nlnDkOwCUQtkGAJyzkJAQTZo0SfPmzdOsWbN0zz336ODBg2aPBQCWQdkGAJy3li1batWqVbruuuuU\nkJCguXPncuQ7AIiyDQC4QJxOp0aNGqUlS5Zo6dKl6tOnj/bu3Wv2WABgKso2AOCCatasmZYuXape\nvXrp1ltv1YwZM5SXl2f2WABgCso2AOCCs9lsGjRokFavXq0tW7YoMTFRO3bsMHssAKhwRiG3jntl\nZ2crOzvbcnfT22w2y619NAxDQUFBys3NtVxeEpn5yop5SWR2LqyYWWFhoRYvXqxJkybpjjvu0Pjx\n4xUaGmr2WJKsmVdxVvycWTkzK+YlkZmvDMNQRESE2WNcMJTtUtLS0iz3150hISHKysoye4wSnE6n\nateubcm8JDLzlRXzksjsXFg5s4yMDI0bN047d+7U888/r5tvvtnskSydl2TNz5mVM7NiXhKZ+aoo\nr8qCZSQAgApRu3ZtzZo1S5MnT9bIkSM1btw4ud1us8cCAL+ibAMAKlSXLl20bt06GYahjh076pNP\nPjF7JADwG8o2AKDChYeH67nnntMrr7yiJ554QkOHDlVaWprZYwHABUfZBgCY5qabbtLatWvVsGFD\nderUSYsXL7bcDWQAcD4o2wAAU4WEhOixxx7TggULNHv2bN111106cOCA2WMBwAVB2QYAWMKVV16p\n5ORktW7dWgkJCXr77bd18uRJs8cCgPNC2QYAWIbT6dSIESO0bNkyffjhh+rdu7e+//57s8cCgHNG\n2QYAWE7Tpk31r3/9S3369FGfPn00ffp05ebmmj0WAPiMsg0AsCSbzaZ7771Xq1ev1vbt2znyHUBA\nomwDACwtOjpa8+bN07BhwzRw4EBNmTLFcifeAcCZULYBAJZnGIZ69+6tlJQUHTlyRPHx8dq0aZPZ\nYwHAH6JsAwACRlRUlF555RVNmTJFo0eP1pgxY3T8+HGzxwKAM6JsAwACTqdOnbRu3ToFBQUpLi5O\nq1atMnskACgTZRsAEJDCwsL09NNPa9asWXr66ad1//3368iRI2aPBQAlULYBAAHtxhtv1Jo1a3TJ\nJZeoU6dOev/99znyHYBlULYBAAEvODhYjz76qN577z3NmTNH/fv3188//2z2WABA2QYAVB6xsbFa\nuXKl2rVrp8TERM2ePZsj3wGYirINAKhUHA6HHnroIa1YsUIff/yxkpKStGfPHrPHAlBFOcweoDzW\nrVunPXv2yDAMVa9eXbfeeqvCwsIkSRs3btT27dtls9mUkJCgpk2bSpIOHTqkZcuWKT8/X82aNVO3\nbt3MfAsAgArWpEkTLVq0SO+++65uu+02DRo0SMOHD1dQUJDZowGoQgLiynabNm304IMPaujQobrs\nssu0YcMGSdKRI0e0a9cuDRs2TAMGDFBycrL3ppjk5GQlJSVp5MiROnr0qPbu3WvmWwAAmMBms+nu\nu+/Wxx9/rK+//loJCQnatm2b2WMBqEIComxXq1bN+zg3N1eGYUiS9uzZo9jYWNntdkVGRioqKkoH\nDx6Ux+NRTk6OoqOjJUktW7ZUamqqKbMDAMxXv359zZkzR6NGjdKQIUM0efJknThxwuyxAFQBAVG2\nJSklJUUvvviivvnmG3Xs2FGS5PF4FB4e7n1NWFiY3G73ac+Hh4fL7XZX+MwAAOswDENJSUlKSUlR\nenq64uPjvX9TCgD+Ypk12/Pnz1dGRsZpz8fHxysmJkbx8fGKj4/Xpk2b9OWXX3oL97lyu92n/X4u\nl0sOh2Ui8bLb7XI6nWaPUUJRTlbMSyIzX1kxL4nMzgWZ/bG6devq1Vdf1bp16zR69GglJydr0qRJ\n3nuBrMQqmRXHZ8x3ZOYbK+Z0Pizzbu65555yve7KK6/Uu+++q44dO3qvZBdxu90KDw8/4/PFbd26\n9bQrGh06dDjvEl/VREZGmj1CwCEz35GZ78jsj/Xr10+JiYl6/PHH1bZtW7388svq06eP2WMFDD5j\nviOzqskyZftsjh49qqioKElSamqqatWqJUmKiYnRkiVL1Lp1a3k8Hh07dkzR0dEyDEPVqlXTgQMH\nFB0drZ07d+rGG28s8TNbtWqlmJiYEs+5XC6lp6crPz+/Yt5YOVWrVk05OTlmj1GCw+FQZGSkJfOS\nyMxXVsxLIrNzQWa+cTgcmjFjhhITEzVy5Ei9/fbbeu6551S3bl2zR5Nk3cz4jPmGzHxTlFdlERBl\ne+3atTp69KgMw1BERIR69OghSapTp46uuOIKzZw5U3a7Xd27d/fePNm9e/cSW/81a9asxM8MDw8/\n7Wq3JKWlpSkvL8//b8oHDofDcjMVyc/Pt+RsZOYbK+clkdm5IDPftGrVSqtXr9aMGTN0yy236NFH\nH9Udd9zh/WeKWaycGZ8x35FZ1WQUFu2VB0nWLNshISHKysoye4wSnE6nateubcm8JDLzlRXzksjs\nXJCZb8rK67vvvtOYMWPkcrk0depUNW7c2LT5AiUzq7BiXhKZ+aoor8oiYHYjAQCgIrRo0UIrVqxQ\nXFycevTooddee40j3wGcM8o2AAClOBwODR06VCtXrlRKSop69eql3bt3mz0WgABE2QYA4AwaN26s\nRYsWacCAAerXr5+ef/55y91MBsDaKNsAAJyFYRjq37+/PvnkE6Wmpqpr16766quvzB4LQICgbAMA\nUA716tXTm2++qTFjxuiBBx7QpEmTlJmZafZYACyOsg0AQDkZhqEePXooJSVFGRkZiouL0/r1680e\nCye1xWEAAB83SURBVICFUbYBAPBRZGSkpk+frqlTp2rChAkaNWqUjh07ZvZYACyIsg0AwDnq0KGD\nUlJSVKNGDcXHx2vFihXi+AoAxVG2AQA4D9WrV9eUKVM0e/ZsTZ8+XYMHD9bhw4fNHguARVC2AQC4\nAK677jqtXr1asbGx6tKlixYsWKCCggKzxwJgMso2AAAXSLVq1fTII49o8eLFWrhwoW6//Xb9+OOP\nZo8FwESUbQAALrDmzZtr+fLl6tKli3r27KlXX31V+fn5Zo8FwASUbQAA/MBut+v+++9XcnKy1q9f\nr549e2rXrl1mjwWgglG2AQDwo0aNGmnhwoUaOHCg7rzzTj377LPKzs42eywAFYSyDQCAnxmGoX79\n+mnNmjXat2+funTpoi1btpg9FoAKQNkGAKCC1K1bV7Nnz9aECRP04IMP6vHHH1dGRobZYwHwI8o2\nAAAVLDExUSkpKcrOzlZcXJxSUlLMHgmAn1C2AQAwQUREhF544QVNmzZNEydO1IgRIzjyHaiEKNsA\nAJioffv2SklJUa1atRQXF6dly5Zx5DtQiVC2AQAwWWhoqCZPnqw5c+bo5Zdf1sCBA3Xo0CGzxwJw\nAVC2AQD4f+3de3BU9f3/8dfJZkkCySYhETCLAi0xKDiIeAE1pUm4RC5GQUVBqTUFIxFEq9av6IiW\nqsW2MpRLkVoUvCAwEKgp16AIw1gEbwMSBAZEEu6B7CawgU3O7w9+bI1cF1nO2ezzMcMM+bAk7/Oa\nk/Di5OR8bKJTp05atGiRrrvuOvXq1UvTp09ny3cgzBkm36sK8Pl88vl8tvv2XVRUlO2+2BqGoUaN\nGunYsWO2y0sis2DZMS+JzC4EmQXHznlt2rRJo0aNktPp1Pjx49W2bVurR5Jk78zseI5JZBYswzCU\nlJRk9RgXTbTVA9hJbGysvF6vjh8/bvUo9cTFxeno0aNWj1GP0+lUUlKSqqurbZeXRGbBsmNeEpld\nCDILjp3zat26tf7zn/9oypQp6tWrlwoKCvTII4/I6XRaOpedM7PjOSaRWbCsPscvNm4jAQDAphwO\nh/Lz87Vo0SKtWbNGffv21YYNG6weC0AQKNsAANjcFVdcoffee0/5+fkaPHiwXn31VdtdjQRwepRt\nAADCgGEYuvfee7V8+XLt2LFDPXr00GeffWb1WADOgbINAEAYueyyyzR16lQ9//zzKiws1LPPPiuv\n12v1WADOgLINAEAYys3N1YoVK1RXV6fs7GwtW7bM6pEAnAZlGwCAMJWYmKhx48Zp/PjxGjNmjAoL\nC3Xw4EGrxwLwI5RtAADC3K233qrly5erRYsWysnJ0bx582z3PGcgUlG2AQBoAOLi4vTCCy/onXfe\n0eTJkzVkyBCVlZVZPRYQ8SjbAAA0IB07dtSiRYt0ww03KDc3V2+//bbtdggEIgllGwCABsbpdOrx\nxx/XvHnzNH/+fA0YMEBbt261eiwgIlG2AQBooNLT0zV//nzdcccduvPOOzVhwgTbbRcONHSUbQAA\nGrCoqCj99re/1eLFi7V27Vr17t1b33zzjdVjARGDsg0AQARo2bKlZs6cqYKCAj344IMaO3YsW74D\nlwBlGwCACGEYhgYMGKCSkhKVl5ere/fuWrNmjdVjAQ0aZRsAgAiTmpqqyZMn68UXX9TIkSP1zDPP\nyOPxWD0W0CBRtgEAiFA9e/bUihUrZBiGsrKytHTpUqtHAhocyjYAABHM5XLpz3/+syZOnKiXXnpJ\nBQUF2r9/v9VjAQ1GWJXtNWvWaMyYMTpy5EhgbdWqVZowYYImTpxY7xmi5eXlmjx5siZMmKBFixZZ\nMS4AAGGja9euWr58ua688kp1795dc+bMYct34CIIm7JdWVmpbdu2KSkpKbC2f/9+bdy4UYWFhRo8\neLCKi4sDXxiKi4uVl5enkSNH6uDBgzzMHwCAc4iLi9Nzzz2nd999V9OmTdMDDzygXbt2WT0WENbC\npmwvWbJEPXv2rLdWWlqqDh06yOFwKDk5WSkpKSorK5PX61VNTY3cbrekE1vXlpaWWjE2AABh59pr\nr1VxcbG6dOmi3Nxc/etf/1Jtba3VYwFhKSzKdmlpqVwul5o3b15v3ev1yuVyBd5OSEiQx+M5Zd3l\ncvFT1gAABMHpdGrEiBEqKirSv//9b91111367rvvrB4LCDvRVg9w0owZM1RVVXXKenZ2tlatWqUh\nQ4Zc1I/n8XhO+Xjx8fGKjrZNJAEOh0NOp9PqMeo5mZMd85LILFh2zEsiswtBZsGxc16SPTK7+uqr\ntXDhQr3zzju6++67NWzYMI0ZM8aWmdkhr9Ox83lmx8zsmNPPYZujOVOZ3rt3rw4fPqwpU6ZIOlGS\np06dqqFDhyohIUGVlZWB13o8HrlcrsAV7p+u/9j69eu1cuXKemvdunVTVlbWxTqkiJCcnGz1CGGH\nzIJHZsEjs+CQ17k988wzuv/++/Xoo4/qhhtu0FtvvaUbb7zR6rHCCudZZLJN2T6T5s2b6+mnnw68\nPX78eD3yyCOKi4tTRkaG5s2bp65du8rr9aqiokJut1uGYSgmJka7du2S2+3W119/rZtvvrne++3c\nubMyMjLqrcXHx+vQoUPy+/2X5NjOV0xMjGpqaqweo57o6GglJyfbMi+JzIJlx7wkMrsQZBYcO+cl\n2S+z2NhYzZgxQ4sXL1bfvn01YMAA/eEPf1Djxo2tHk2S/fI6yc7nmR0zO5lXQ2H7sn06J5840qxZ\nM7Vv316TJk2Sw+FQnz59ZBiGJKlPnz4qKiqS3+9Xenq60tPT670Pl8t1ytVu6cQTTo4fPx76gwhC\ndHS07WY6ye/323I2MguOnfOSyOxCkFlw7JiXZN/MBg0apE6dOmn06NHq1q2bxo0bp9tuu83qsWyb\n10l2PM/snllDEHZle9SoUfXezszMVGZm5imvS0tL0/Dhwy/VWAAARJTU1FRNnDhRy5cv1xNPPKFu\n3brphRdeUGJiotWjAbYSFk8jAQAA9tS9e3etWLFCjRo1UnZ2NhvJAT9B2QYAAD9LQkKCXnnlFU2e\nPFmvvPKKhg0bpn379lk9FmALlG0AAHBR3HzzzVq2bJnatGmj7t2768MPP2TLd0Q8yjYAALhoYmNj\n9X//9396//33NX36dA0aNEg7d+60eizAMpRtAABw0XXo0EEfffSRMjMz1bt3b02bNo0t3xGRKNsA\nACAkoqOjNXz4cC1cuFBLlixRXl6eNm/ebPVYwCVF2QYAACH1i1/8QrNnz9bAgQN19913629/+5uO\nHTtm9VjAJUHZBgAAIRcVFaUHH3xQS5Ys0TfffKPc3Fx98cUXVo8FhBxlGwAAXDJpaWmaPn26Hn/8\nceXn5+vFF1/UkSNHrB4LCBnKNgAAuKQMw1BeXp5KSkp06NAh5eTk6NNPP7V6LCAkKNsAAMASTZs2\n1YQJE/TKK6/oqaee0pNPPqnDhw9bPRZwUVG2AQCApbKysrRixQo1btxY2dnZKi4utnok4KKhbAMA\nAMvFx8dr7Nixmjp1qsaNG6ff/e532rt3r9VjAT8bZRsAANjGjTfeqCVLluiqq65Sjx499MEHH7Dl\nO8IaZRsAANhKbGysnnnmGc2aNUszZ87UwIEDtWPHDqvHAi4IZRsAANjSNddco4ULFyo7O1t9+/bV\nP/7xD7Z8R9ihbAMAANuKjo5WQUGBPvroI5WUlOiOO+7Qpk2brB4LOG+UbQAAYHutW7fW7NmzNXjw\nYA0cOFCvv/66ampqrB4LOCfKNgAACAuGYWjQoEFaunSpSktL1atXL33++edWjwWcFWUbAACElRYt\nWuif//ynnnrqKT3yyCN64YUXVF1dbfVYwGlRtgEAQNgxDEN9+/ZVSUmJqqqqlJ2drZKSEqvHAk5h\nmDy8MsDn88nn89nueZ5RUVGqq6uzeox6DMNQo0aNdOzYMdvlJZFZsOyYl0RmF4LMgmPnvCQyC8aK\nFSv05JNP6pZbbtHYsWPVtGlTq0cKsGtmkn3PsaSkJKvHuGiirR7ATmJjY+X1enX8+HGrR6knLi5O\nR48etXqMepxOp5KSklRdXW27vCQyC5Yd85LI7EKQWXDsnJdEZsHo2rWrVq9erZdeekm33HKLXnrp\nJfXr10+GYVg9mm0zk+x7jjUk3EYCAAAahPj4eL388suaNm2a3njjDT388MPavXu31WMhwlG2AQBA\ng3LDDTdo8eLF6tChg3r27Kl3333XdrdKIHJQtgEAQIMTExOj3//+95ozZ45mzZqle++9V9u3b7d6\nLEQgyjYAAGiw2rVrpwULFqhnz57q16+fpkyZIr/fb/VYiCCUbQAA0KA5HA4NGzZMxcXF+uSTT9Sv\nXz9t3LjR6rEQISjbAAAgIrRq1UqzZs3SQw89pPvvv1+vvfaafD6f1WOhgaNsAwCAiGEYhgYOHKhl\ny5Zp27Zt6tmzp9auXWv1WGjAKNsAACDiNG/eXNOmTdOzzz6rRx99VKNHj1ZVVZXVY6EBomwDAICI\n1bt3b5WUlMjn87HlO0KCsg0AACJaUlKS/vrXv+ovf/mLnn/+eY0YMUIVFRVWj4UGgrINAAAg6Ve/\n+pVKSkqUmpqq7OxsFRUVyTRNq8dCmKNsAwAA/H+NGzfWiy++qOnTp+vvf/+7HnroIZWXl1s9FsIY\nZRsAAOAnOnXqpEWLFum6665Tr169NGPGDLZ8xwWhbAMAAJxGo0aN9MQTT2ju3LmaM2eO7rnnHm3b\nts3qsRBmKNsAAABnkZGRoaKiIvXu3Vt5eXmaOHGijh8/bvVYCBOUbQAAgHNwOBzKz8/XokWLtGbN\nGvXt21cbNmyweiyEAco2AADAebriiiv03nvvKT8/X4MHD9arr76qo0ePWj0WbIyyDQAAEATDMHTv\nvfdq+fLl2rFjh3r06KHPPvvM6rFgU9FWD3A+PvnkE61fv15NmjSRJOXk5Cg9PV2StGrVKn355ZeK\niopSbm6u2rZtK0kqLy9XUVGR/H6/0tPTdfvtt1s2PwAAaHguu+wyTZ06VYsXL1ZhYaF69Oih0aNH\nKyEhwerRYCNhc2W7a9euKigoUEFBQaBo79+/Xxs3blRhYaEGDx6s4uLiwMPni4uLlZeXp5EjR+rg\nwYPaunWrleMDAIAGKjc3VytWrFBdXZ2ys7O1bNkyq0eCjYRN2T6d0tJSdejQQQ6HQ8nJyUpJSVFZ\nWZm8Xq9qamrkdrslSR07dlRpaanF0wIAgIYqMTFR48aN0/jx4zVmzBgVFhbq4MGDVo8FGwibsr12\n7VpNmTJFCxYskM/nkyR5vV65XK7AaxISEuTxeE5Zd7lc8ng8l3xmAAAQWW699VYtX75cLVq0UE5O\njubNm8eW7xHONvdsz5gxQ1VVVaes5+Tk6MYbb1S3bt1kGIZKSkq0ZMkS5eXl/ayP5/F4Tvl48fHx\nio62TSQBDodDTqfT6jHqOZmTHfOSyCxYdsxLIrMLQWbBsXNeEpkFyy55OZ1Ovfzyy+rfv79GjRql\nBQsWaObMmYqJibF6tFPYJbMfs+O59XPY5miGDBlyXq/r3Lmz3n//fUn/u5J9ksfjkcvlOuP6j61f\nv14rV66st9atWzdlZWVd6CFEpOTkZKtHCDtkFjwyCx6ZBYe8gkdm59ajRw999dVXmjBhguLi4pSY\nmGj1SLCAbcr22Xi93sBP9m7atEnNmjWTdGJHp3nz5qlLly7yer2qqKiQ2+2WYRiKiYnRrl275Ha7\n9fXXX+vmm2+u9z47d+6sjIyMemvx8fE6dOiQ/H7/pTmw8xQTE6Oamhqrx6gnOjpaycnJtsxLIrNg\n2TEvicwuBJkFx855SWQWLDvmJUkPP/ywEhMTyew8nTzHGoqwKNvLli3Tnj17ZBiGkpKS1K9fP0lS\ns2bN1L59e02aNEkOh0N9+vSRYRiSpD59+tR79N/JJ5ic5HK5TrnaLZ14wondtmCNjo623Uwn+f1+\nW85GZsGxc14SmV0IMguOHfOSyCxYds5LIrNIFRZlu3///mf8s8zMTGVmZp6ynpaWpuHDh4dyLAAA\nAOCswuZpJAAAAEC4oWwDAAAAIULZBgAAAEKEsg0AAACECGUbAAAACBHKNgAAABAilG0AAAAgRCjb\nAAAAQIhQtgEAAIAQoWwDAAAAIULZBgAAAEKEsg0AAACECGUbAAAACBHKNgAAABAilG0AAAAgRCjb\nAAAAQIhQtgEAAIAQoWwDAAAAIULZBgAAAEKEsg0AAACECGUbAAAACBHDNE3T6iHswufzyefzyW6R\nREVFqa6uzuox6jEMQ40aNdKxY8dsl5dEZsGyY14SmV0IMguOnfOSyCxYdsxLIrNgGYahpKQkq8e4\naKKtHsBOYmNj5fV6dfz4catHqScuLk5Hjx61eox6nE6nkpKSVF1dbbu8JDILlh3zksjsQpBZcOyc\nl0RmwbJjXhKZBcvpdFo9wkXFbSQAAABAiFC2AQAAgBChbAMAAAAhQtkGAAAAQoSyDQAAAIQIZRsA\nAAAIEco2AAAAECKUbQAAACBEKNsAAABAiFC2AQAAgBChbAMAAAAhQtkGAAAAQoSyDQAAAIQIZRsA\nAAAIEco2AAAAECKUbQAAACBEKNsAAABAiFC2AQAAgBCJtnqA8/Xf//5Xn3/+uaKiopSenq4ePXpI\nklatWqUvv/xSUVFRys3NVdu2bSVJ5eXlKioqkt/vV3p6um6//XYrxwcAAEAECouyvX37dm3evFmP\nPvqoHA6HqqurJUn79+/Xxo0bVVhYKI/HoxkzZmjkyJEyDEPFxcXKy8uT2+3Wu+++q61btwaKOAAA\nAHAphMVtJOvWrdNtt90mh8MhSWrSpIkkqbS0VB06dJDD4VBycrJSUlJUVlYmr9ermpoaud1uSVLH\njh1VWlpq2fwAAACITGFxZfvgwYP6/vvvVVJSIqfTqZ49eyotLU1er1ctW7YMvC4hIUEej0dRUVFy\nuVyBdZfLJY/HY8XoAAAAiGC2KdszZsxQVVXVKevZ2dmqq6uTz+fT0KFDVVZWptmzZ2vUqFE/6+N5\nPJ5TPl58fLyio20TSYDD4ZDT6bR6jHpO5mTHvCQyC5Yd85LI7EKQWXDsnJdEZsGyY14SmQXLjjn9\nHLY5miFDhpzxz9atW6err75akuR2uxUVFaUjR44oISFBlZWVgdd5PB65XK7AFe6frv/Y+vXrtXLl\nynprrVq10oABA5ScnHwxDqlB83g8+vjjj9W5c2fyOk9kFjwyCx6ZBYe8gkdmwSOz4Pw4r5/2t3AU\nFvdst2vXTtu3b5ckHThwQLW1tWrcuLEyMjK0ceNG+f1+HTp0SBUVFXK73UpISFBMTIx27dol0zT1\n9ddfKyMjo9777Ny5s4YNGxb4ddddd+n7778/7dV1nKqqqkorV64kryCQWfDILHhkFhzyCh6ZBY/M\ngtPQ8rLNle2z6dSpkxYsWKDJkyfL4XDorrvukiQ1a9ZM7du316RJk+RwONSnTx8ZhiFJ6tOnT71H\n/6Wnp9d7ny6Xq0H8bwkAAAD2FRZl2+FwqH///qf9s8zMTGVmZp6ynpaWpuHDh4d6NAAAAOCMwuI2\nEgAAACAcOcaMGTPG6iHswDRNNWrUSK1bt1ZMTIzV49geeQWPzIJHZsEjs+CQV/DILHhkFpyGlldY\n3EZysS1dulTfffedHA6HmjZtqry8PLlcLmVlZbH9+xls3LhRn3zyiQ4cOKChQ4cqLS1NWVlZkkRm\n52HLli1avHixTNOU0+nUbbfdZvVItrBgwQJ99913atKkSeC2r6NHj2rOnDmqrKxUUlKS7rnnHsXG\nxko687kWSSorKzV//nxVV1fLMAxdf/316tKlyym5de3aNfB3Ijk3v9+v6dOnq7a2VnV1dbrmmmv0\n61//mrzOQ11dnd588025XC4NGjSIzM7hjTfeUGxsrAzDUFRUlIYNG0Zm5+Dz+bRw4ULt27dPhmEo\nLy9PKSkpKioqUmVlpXbt2tUw/g0wI9DWrVvN2tpa0zRNc+nSpeayZctM0zTNvXv3mlOmTDH9fr9Z\nUVFhjh8/3qyrqzNN0zTffPNNc9euXaZpmubMmTPNLVu2WDO8Rfbv328eOHDAnD59ullWVhZY37dv\nH5mdQ21trTl+/Hjz0KFDpt/vNydPnmzu27fP6rFsYceOHWZ5ebk5adKkwNrSpUvNVatWmaZpmqtW\nrTKXLl1qmubZPz8jicfjMcvLy03TNE2fz2dOmDDB3LdvH7mdRU1NjWmaJz4X33zzTfOHH34gr/Ow\nZs0ac+7cueZ7771nmiafm+fyxhtvmEeOHKm3RmZnN2/ePPOLL74wTdM0/X6/efTo0QaZWUTes/3L\nX/5SUVEnDr1ly5aBZ3Jv3ryZ7d/PIDU1VSkpKaesl5aWktk5lJWVKSUlRUlJSXI4HOrQoYM2b95s\n9Vi20KpVK8XFxdVbKy0t1XXXXSep/nlzps/PSJOQkKDLL79ckhQTE6PU1FR5PB5yO4tGjRpJOnGV\nu66uToZhkNc5VFZWasuWLbr++usDa2R2bqZp1nubzM7M5/Np586d6tSpk6QTD8OIjY1tkJlF5G0k\nP/bll1/q2muvlSS2f78AZHZuXq/3lCzC5QuEFaqrqxUfHy/pxPlUXV0t6cznWiQ7dOiQ9uzZo5Yt\nW5LbWZy8HaKiokI33XST3G43eZ3DkiVL1KNHD9XU1ATWyOzcZsyYoaioKHXu3FmdO3cms7M4fPiw\nGjdurKKiIu3Zs0dpaWnKzc1tkJk12LJ9pu3fc3JyAhvcfPrpp3I4HIGyHenOJzPgUjv57HzUV1NT\no9mzZ+v2228/7Q8Qkdv/REVFqaCgQD6fTx9++KH27dt3ymvI639O/hzF5ZdfHthQ7nTIrL78/PxA\nOZw5c6ZSU1NPeQ2Z/U9dXZ12796t3r17y+12a/HixVq9evUpr2sImTXYsn227d+lE1e0t2zZot/8\n5jeBtTNt834+2783BOfK7HQiPbPzkZCQoMrKysDbkZzF+YiPj1dVVZXi4+Pl9XrVpEkTSWc+1yJR\nbW2tZs+erY4dO6pdu3aSyO18xMbGqnXr1tq6dSt5ncXOnTu1efNmbdmyRX6/XzU1NZo3bx6ZnUNC\nQoIkqUmTJmrXrp3KysrI7CxObi548nbTq6++WqtXr26QmUXkPdtbtmzRmjVrdP/99ys6+n//38jI\nyNCGDRsuaPv3SEVm5+Z2u1VRUaHDhw/L7/drw4YNEZvF6fz0HseMjAx99dVXklTvvDnTuRaJFixY\noMsuu0xdunQJrJHb6VVXV8vn80mSjh8/rm3btik1NZW8zqJ79+568sknNWrUKN19991q06aN+vfv\nr6uuuorMzuDYsWOBW26OHTumbdu2qVmzZpxnZxEfH6/ExEQdOHBAkrR9+/YGm5lh/vRfuggwYcIE\n1dbWBn4wq2XLlurbt6+kE4+V+eKLL+RwOHiM3Y9s2rRJixYt0pEjRxQbG6sWLVrogQcekERm5+PH\nj/7r1KnTaXc9jURz587Vjh07dPToUTVp0kRZWVlq166dZs+eLY/Ho8TERN1zzz2Bz9UznWuRZOfO\nnZo+fbqaNWsW+PZqTk6O3G635syZQ24/sXfvXs2fP1+maco0TXXo0EG/+tWvdOTIEfI6Dzt27NCa\nNWs0aNAgMjuLQ4cOadasWTIMQ3V1dbr22muVmZlJZuewZ88eLVy4ULW1tUpOTtadd96purq6BpdZ\nRJZtAAAA4FKIyNtIAAAAgEuBsg0AAACECGUbAAAACBHKNgAAABAilG0AAAAgRCjbAAAAQIhQtgEA\nAIAQoWwDAAAAIULZBgAAAEKEsg0AAACECGUbAAAACBHKNgAAABAilG0AAAAgRCjbAAAAQIhQtgEA\nAIAQoWwDAAAAIULZBgAAAEKEsg0AAACECGUbAAAACBHKNgAAABAilG0AAAAgRCjbABBG2rRpo9de\ne03t27dXSkqK8vPzdezYMUnStGnTlJ6ertTUVN15553avXt34O898cQTat68uRITE9WxY0d9++23\nVh0CAEQUyjYAhJn3339fy5Yt07Zt27R582aNHTtWH3/8sZ577jnNnTtXu3fv1pVXXqn77rtPkrR0\n6VKtXr1aW7duVWVlpWbPnq2UlBSLjwIAIkO01QMAAIIzYsQIpaWlSZJGjx6tESNGqLy8XPn5+erY\nsaMk6dVXX1XTpk21c+dOOZ1Oeb1effvtt7rpppuUkZFh5fgAEFG4sg0AYaZly5aB37dq1Url5eXa\nvXu3WrVqFVhv0qSJmjZtqrKyMmVlZemxxx5TYWGhmjdvroKCAlVVVVkxOgBEHMo2AISZH374IfD7\nnTt3yu12Ky0tTTt27AisV1dX6+DBg3K73ZKkxx57TOvWrdO3336rzZs36/XXX7/UYwNARKJsA0CY\nmTRpksrKylRRUaE//elPuu+++3Tffffp7bff1jfffKOamho999xz6tq1q6688kqtW7dOa9euld/v\nV1xcnGJjYxUVxZd/ALgU+GoLAGFm0KBB6tmzp9q2bav09HSNHj1aOTk5+uMf/6j+/fvL7XZr+/bt\n+uCDDyRJHo9HQ4cOVdOmTdWmTRulpqbq6aeftvgoACAyGKZpmlYPAQA4P23atNFbb72l7Oxsq0cB\nAJwHrmwDAAAAIULZBoAwYhiG1SMAAILAbSQAAABAiHBlGwAAAAgRyjYAAAAQIpRtAAAAIEQo2wAA\nAECIULYBAACAEKFsAwAAACHy/wBxqThCtmMBDAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1131b55d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (288455725)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='pos', y='speed')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_abline(slope=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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QWXrSzStevC/0s84+6SS+Gn6hrSfJnzc0NMgwDH388cfyeDzy+XyyWq3nXNyT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\nQtkGAAAALPL/qQrqSrqWtwkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1132ec6d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (288638093)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='pos', y='speed')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_abline(slope=(180.-80.)/(-100-400), color='DodgerBlue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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s2O12amtrcbvdka87ceIEbrebQZatTG3ex5t/+wz7re9RX7Gx0/Nt2LCBH/7w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\nQrMNAAAARAjNNgAAABAhNNsAAABAhPz/G/gUpGFVilUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11309abd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (288400217)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='pos', y='speed')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_abline(slope=(180.-80.)/(-100-400), intercept=170, color='DodgerBlue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DFcrNlwzD7IoAAB2EQA4gqRR2764HJjQpEPLrycXHVFVTa3ZJAIAkRyAHkHSy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\nGPonOOTHxvcqaxwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113756710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (288841533)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='wt', y='mpg', color='factor(cyl)')) + \\\n",
    "    geom_point() + \\\n",
    "    geom_abline(slope=-8, intercept=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ly4iMjESv1yviBv1+P16vt9dmweVyMXbsWPH7FRkZyU9+8hNFlX7r1q3k5uaK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\nn3+eSCTC7NmzxV6p1Wp0Oh06nY7m5mYGBwdxOp28+eabrFy5UlSYTxd9/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qqtUqAP39/WK4jVqtxuPxEI1GqVQqKBQKDAYDoVCIXC5HW1sbHo+HwcFBTCYTSqVSfN1wOExH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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113acdf10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (288938657)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='carat', y='price')) + geom_point()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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R7NUw+LxNo895s+h13qWUDIAntp7U20UtF/0kceFaEpcy0RnKe6xTl2Jg3mMh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\nEREREZFJ8v8D/qYtlixYtxIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113b2d350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (289090901)>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='carat', y='price')) + \\\n",
    "    geom_point(color='PapayaWhip') + \\\n",
    "    geom_abline(slope=5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GtiXPsHnRE5x37e30HTetVWazzcAx/EvmkbFnG4ErphI8bxToyY8iKaGwLSIi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\nkSNHKCoqora2Fp/PB8QDeW1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+GHYYwzCOjx2P+6ZtUePuHA+hppeM8DHClWEiS1/Bcewo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\noQez5cqfQEkJaAdjQGnQJsOSTfOZsvgBUn5rtsg+FfDQOrv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2MGhX46moVzu0Ltr4GOWg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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117e72e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (293507313)>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='carat', y='price')) + \\\n",
    "    geom_point(color='PeachPuff') + \\\n",
    "    geom_abline(slope=5000, color='OliveDrab') + \\\n",
    "    geom_abline(slope=6000, color='Tomato') + \\\n",
    "    geom_abline(slope=7000, color='SaddleBrown')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
